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<a href="supervised__measures_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;</div><div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#ifndef SUPERVISED_MEASURE_HPP</span></div><div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#define SUPERVISED_MEASURE_HPP</span></div><div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;</div><div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div><div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="matching__matrix_8hpp.html">matching_matrix.hpp</a>&quot;</span></div><div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="verbose__global_8hpp.html">verbose_global.hpp</a>&quot;</span></div><div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div><div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="keyword">namespace </span><a class="code" href="namespacesm.html">sm</a> {</div><div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div><div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div><div class="line"><a name="l00030"></a><span class="lineno"><a class="line" href="supervised__measures_8hpp.html#ade5ae824320090864fc6b785fd7df91a">   30</a></span>&#160;<span class="preprocessor">#define measuare_undefRandIndex(T_METRIC) (T_METRIC) 0.0</span></div><div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;  </div><div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_METRIC, </div><div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K </div><div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;           &gt;</div><div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;T_METRIC</div><div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;<a class="code" href="namespacesm.html#aee679facae8c9b98204eb941a0203cbf">randIndex</a></div><div class="line"><a name="l00053"></a><span class="lineno"><a class="line" href="namespacesm.html#aee679facae8c9b98204eb941a0203cbf">   53</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classsm_1_1_confusion_matching_matrix.html">ConfusionMatchingMatrix&lt;T_INSTANCES_CLUSTER_K&gt;</a>  &amp;aimatchmatrix_confusion)</div><div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;{</div><div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;sm::randIndex&quot;</span>;</div><div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;aimatchmatrix_confusion [ = &quot;</span> &lt;&lt; &amp;aimatchmatrix_confusion &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;  }</div><div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;  </div><div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;  T_INSTANCES_CLUSTER_K lit_pairsSomeClassUSomeClusterV_a =</div><div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;    aimatchmatrix_confusion.<a class="code" href="classsm_1_1_confusion_matching_matrix.html#ad1eb28e719bab5566cc56aa2a094ffa1">getSomeClassUSomeClusterV</a>();</div><div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;  T_INSTANCES_CLUSTER_K lit_pairsDiffClassUDiffClusterV_d =</div><div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;    aimatchmatrix_confusion.<a class="code" href="classsm_1_1_confusion_matching_matrix.html#aefb2e14fcdfddada038a3f19f0156276">getDiffClassUDiffClusterV</a>();</div><div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;  T_INSTANCES_CLUSTER_K lit_agreementObjects =  lit_pairsSomeClassUSomeClusterV_a + lit_pairsDiffClassUDiffClusterV_d;</div><div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;</div><div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;  T_INSTANCES_CLUSTER_K lit_numObjetos =</div><div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;    aimatchmatrix_confusion.<a class="code" href="classsm_1_1_partition_matrix.html#a44dc24e09318534ce4f8dab5ccae531f">getNumObjetos</a>();</div><div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;  </div><div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;  T_METRIC lrt_randIndex =</div><div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;    ((lit_numObjetos != 0) &amp;&amp; (lit_agreementObjects&gt;=0) )?          <span class="comment">//BINOMIAL COEFFICIENT </span></div><div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;    T_METRIC(lit_agreementObjects) / (T_METRIC( (lit_numObjetos-1) * lit_numObjetos / 2.0)):</div><div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;    <a class="code" href="supervised__measures_8hpp.html#ade5ae824320090864fc6b785fd7df91a">measuare_undefRandIndex</a>(T_METRIC);</div><div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;</div><div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\tlit_agreementObjects = &quot;</span> &lt;&lt; lit_agreementObjects  &lt;&lt; <span class="stringliteral">&quot;\tlrt_randIndex = &quot;</span> &lt;&lt; lrt_randIndex </div><div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;  }</div><div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;  </div><div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;  <span class="keywordflow">return</span> lrt_randIndex;</div><div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;   </div><div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;}</div><div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;</div><div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;</div><div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_METRIC, </div><div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K </div><div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;           &gt;</div><div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;std::vector&lt;T_METRIC&gt;</div><div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;<a class="code" href="namespacesm.html#a53c56879bb9aa46ceadd6f112b575d0f">partialRandIndex</a></div><div class="line"><a name="l00101"></a><span class="lineno"><a class="line" href="namespacesm.html#a53c56879bb9aa46ceadd6f112b575d0f">  101</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classsm_1_1_confusion_matching_matrix.html">ConfusionMatchingMatrix&lt;T_INSTANCES_CLUSTER_K&gt;</a>  &amp;aimatchmatrix_confusion)</div><div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;{</div><div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;  std::vector&lt;uintidx&gt;&amp;&amp; lvectort_idxMax = aimatchmatrix_confusion.<a class="code" href="classsm_1_1_partition_matrix.html#afcc74efe1a159d38a8d373245012520b">getIdxMaximum</a>(); </div><div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;</div><div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;sm::partialRandIndex&quot;</span>;</div><div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;aimatchmatrix_confusion [ = &quot;</span> &lt;&lt; &amp;aimatchmatrix_confusion &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span>;</div><div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;</div><div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;    std::ostringstream lostrstream_idxMax;</div><div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;    lostrstream_idxMax &lt;&lt; <span class="stringliteral">&quot;&lt;IDXMAX:&quot;</span></div><div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;                       &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;      (lvectort_idxMax.begin(),</div><div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;       lvectort_idxMax.end(),</div><div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;       std::cout,</div><div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;       lostrstream_idxMax.str().c_str(),</div><div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;       );</div><div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;    </div><div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;  }</div><div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;  </div><div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;  <span class="keyword">const</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> luintidx_numClassU = aimatchmatrix_confusion.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>()-1;</div><div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;  <span class="keyword">const</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> luintidx_numClusterV = aimatchmatrix_confusion.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>()-1;</div><div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;</div><div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;  std::vector&lt;T_METRIC&gt; lvec_partialRandIndex(luintidx_numClusterV,<a class="code" href="supervised__measures_8hpp.html#ade5ae824320090864fc6b785fd7df91a">measuare_undefRandIndex</a>(T_METRIC));</div><div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;  </div><div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;  <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  li_k = 0; li_k &lt; luintidx_numClusterV; li_k++) {</div><div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;    <span class="comment">//ai</span></div><div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;    T_METRIC lr_ai =  (T_METRIC) aimatchmatrix_confusion(lvectort_idxMax.at(li_k),li_k);</div><div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;    lr_ai *= (lr_ai-1.0)/2.0; </div><div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;    <span class="comment">//di</span></div><div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;    T_METRIC lr_di = 0.0;</div><div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;    <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> <a class="code" href="namespaceinout.html#a58988b65e7b78cbd7c509518c7baff7e">li_i</a> = 0; <a class="code" href="namespaceinout.html#a58988b65e7b78cbd7c509518c7baff7e">li_i</a> &lt; luintidx_numClassU; <a class="code" href="namespaceinout.html#a58988b65e7b78cbd7c509518c7baff7e">li_i</a>++) {</div><div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;      <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> li_j = 0; li_j &lt; luintidx_numClusterV; li_j++) {</div><div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;        <span class="keywordflow">if</span>  ( <a class="code" href="namespaceinout.html#a58988b65e7b78cbd7c509518c7baff7e">li_i</a> != lvectort_idxMax.at(li_k) &amp;&amp; li_j != li_k ) {</div><div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;          T_METRIC lr_obj =  (T_METRIC) aimatchmatrix_confusion(<a class="code" href="namespaceinout.html#a58988b65e7b78cbd7c509518c7baff7e">li_i</a>,li_j);</div><div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;          lr_di += lr_obj;</div><div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;        }</div><div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;      }</div><div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;    }</div><div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;    lr_di *= (lr_di-1)*0.5;</div><div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;      </div><div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;    T_METRIC lr_objClass =  (T_METRIC) aimatchmatrix_confusion(lvectort_idxMax.at(li_k),luintidx_numClusterV);</div><div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;    T_METRIC lr_objSum =  (T_METRIC) aimatchmatrix_confusion(luintidx_numClassU,luintidx_numClusterV);</div><div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;    lr_objSum -= lr_objClass;</div><div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;   </div><div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;    lvec_partialRandIndex.at(li_k) = (lr_ai + lr_di) / ( lr_objClass * ( lr_objClass -1 )/2 + lr_objSum * ( lr_objSum -1)/2);</div><div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;   </div><div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;  }</div><div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;</div><div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\t&quot;</span>;</div><div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;</div><div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;    std::ostringstream lostrstream_partialRandIndex;</div><div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;    lostrstream_partialRandIndex &lt;&lt; <span class="stringliteral">&quot;&lt;PartialRandIndex:&quot;</span></div><div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;                                 &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;      (lvec_partialRandIndex.begin(),</div><div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;       lvec_partialRandIndex.end(),</div><div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;       std::cout,</div><div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;       lostrstream_partialRandIndex.str().c_str(),</div><div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;       );</div><div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;              </div><div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;  }</div><div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;  </div><div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;  <span class="keywordflow">return</span> lvec_partialRandIndex;</div><div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;   </div><div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;}</div><div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;</div><div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;</div><div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;<span class="comment">/*Jaccard index is quite similar to Rand index, but</span></div><div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;<span class="comment">          this measure does not consider the number of correct assign-</span></div><div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;<span class="comment">          ments when two elements are assigned to different clusters.</span></div><div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;<span class="comment"> */</span></div><div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_METRIC, </div><div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K </div><div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;           &gt;</div><div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;T_METRIC</div><div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;<a class="code" href="namespacesm.html#ae2da74bec1cbe0d0471c2e6583d6f2d4">jaccardIndex</a></div><div class="line"><a name="l00193"></a><span class="lineno"><a class="line" href="namespacesm.html#ae2da74bec1cbe0d0471c2e6583d6f2d4">  193</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classsm_1_1_confusion_matching_matrix.html">ConfusionMatchingMatrix&lt;T_INSTANCES_CLUSTER_K&gt;</a>  &amp;aimatchmatrix_confusion)</div><div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;{</div><div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;  </div><div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;  T_INSTANCES_CLUSTER_K lit_pairsSomeClassUSomeClusterV_a =</div><div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;    aimatchmatrix_confusion.<a class="code" href="classsm_1_1_confusion_matching_matrix.html#ad1eb28e719bab5566cc56aa2a094ffa1">getSomeClassUSomeClusterV</a>();</div><div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;  T_INSTANCES_CLUSTER_K lit_pairsDiffClassUDiffClusterV_d =</div><div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;    aimatchmatrix_confusion.<a class="code" href="classsm_1_1_confusion_matching_matrix.html#aefb2e14fcdfddada038a3f19f0156276">getDiffClassUDiffClusterV</a>();</div><div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;</div><div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;  T_INSTANCES_CLUSTER_K lit_numObjetos =</div><div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;    aimatchmatrix_confusion.<a class="code" href="classsm_1_1_partition_matrix.html#a44dc24e09318534ce4f8dab5ccae531f">getNumObjetos</a>();</div><div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;  </div><div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;  <span class="keywordflow">return</span> ( lit_numObjetos != 0 &amp;&amp; lit_pairsSomeClassUSomeClusterV_a&gt;=0)?</div><div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;    T_METRIC(lit_pairsSomeClassUSomeClusterV_a) / (T_METRIC( (lit_numObjetos-1) * lit_numObjetos / 2) - lit_pairsDiffClassUDiffClusterV_d ): <a class="code" href="supervised__measures_8hpp.html#ade5ae824320090864fc6b785fd7df91a">measuare_undefRandIndex</a>(T_METRIC);</div><div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;  </div><div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;}</div><div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;</div><div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;</div><div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_METRIC, </div><div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K </div><div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;           &gt;</div><div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;T_METRIC</div><div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;<a class="code" href="namespacesm.html#a410610e7f4104e3b0a89add285a21b47">precision</a></div><div class="line"><a name="l00215"></a><span class="lineno"><a class="line" href="namespacesm.html#a410610e7f4104e3b0a89add285a21b47">  215</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classsm_1_1_confusion_matching_matrix.html">ConfusionMatchingMatrix&lt;T_INSTANCES_CLUSTER_K&gt;</a>  &amp;aimatchmatrix_confusion)</div><div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;{</div><div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;  T_INSTANCES_CLUSTER_K lit_pairsSomeClassUSomeClusterV_a =</div><div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;    aimatchmatrix_confusion.<a class="code" href="classsm_1_1_confusion_matching_matrix.html#ad1eb28e719bab5566cc56aa2a094ffa1">getSomeClassUSomeClusterV</a>();</div><div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;        </div><div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;  T_INSTANCES_CLUSTER_K lit_pairsDiffClassUSomeClusterV_c =</div><div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;    aimatchmatrix_confusion.<a class="code" href="classsm_1_1_confusion_matching_matrix.html#a41509cbd4bd3f57b64b634eca980dd08">getDiffClassUSomeClusterV</a>();</div><div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;        </div><div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;  <span class="keywordflow">return</span> ((lit_pairsSomeClassUSomeClusterV_a + lit_pairsDiffClassUSomeClusterV_c) != 0)? </div><div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;    T_METRIC(lit_pairsSomeClassUSomeClusterV_a) /</div><div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;    T_METRIC(lit_pairsSomeClassUSomeClusterV_a + lit_pairsDiffClassUSomeClusterV_c)</div><div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;    :<a class="code" href="supervised__measures_8hpp.html#ade5ae824320090864fc6b785fd7df91a">measuare_undefRandIndex</a>(T_METRIC);</div><div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;}</div><div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;</div><div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;</div><div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;</div><div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_METRIC, </div><div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K </div><div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;           &gt;</div><div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;T_METRIC</div><div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;<a class="code" href="namespacesm.html#ab9aceb38d5bcf49ab66bea832ab7a5bb">recall</a></div><div class="line"><a name="l00236"></a><span class="lineno"><a class="line" href="namespacesm.html#ab9aceb38d5bcf49ab66bea832ab7a5bb">  236</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classsm_1_1_confusion_matching_matrix.html">ConfusionMatchingMatrix&lt;T_INSTANCES_CLUSTER_K&gt;</a>  &amp;aimatchmatrix_confusion)</div><div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;{</div><div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;  T_INSTANCES_CLUSTER_K lit_pairsSomeClassUSomeClusterV_a =</div><div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;    aimatchmatrix_confusion.<a class="code" href="classsm_1_1_confusion_matching_matrix.html#ad1eb28e719bab5566cc56aa2a094ffa1">getSomeClassUSomeClusterV</a>();</div><div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;  T_INSTANCES_CLUSTER_K lit_pairsSameClassUDiffClusterV_b =</div><div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;    aimatchmatrix_confusion.<a class="code" href="classsm_1_1_confusion_matching_matrix.html#a0702e68751487b010d378e92a90448c6">getSomeClassUDiffClusterV</a>();</div><div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;  </div><div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;  <span class="keywordflow">return</span> ((lit_pairsSomeClassUSomeClusterV_a + lit_pairsSameClassUDiffClusterV_b) != 0)? </div><div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;    T_METRIC(lit_pairsSomeClassUSomeClusterV_a) /</div><div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;    T_METRIC(lit_pairsSomeClassUSomeClusterV_a + lit_pairsSameClassUDiffClusterV_b)</div><div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;    :<a class="code" href="supervised__measures_8hpp.html#ade5ae824320090864fc6b785fd7df91a">measuare_undefRandIndex</a>(T_METRIC);</div><div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;}</div><div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;</div><div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;</div><div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_METRIC, </div><div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K </div><div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;           &gt;</div><div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;T_METRIC</div><div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;<a class="code" href="namespacesm.html#a96e05db1128bc7c5f6235ef62aec9cf8">fmeasure</a></div><div class="line"><a name="l00255"></a><span class="lineno"><a class="line" href="namespacesm.html#a96e05db1128bc7c5f6235ef62aec9cf8">  255</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classsm_1_1_confusion_matching_matrix.html">ConfusionMatchingMatrix&lt;T_INSTANCES_CLUSTER_K&gt;</a>  &amp;aimatchmatrix_confusion)</div><div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;{</div><div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;  T_INSTANCES_CLUSTER_K lit_pairsSomeClassUSomeClusterV_a =</div><div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;    aimatchmatrix_confusion.<a class="code" href="classsm_1_1_confusion_matching_matrix.html#ad1eb28e719bab5566cc56aa2a094ffa1">getSomeClassUSomeClusterV</a>();</div><div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;  T_INSTANCES_CLUSTER_K lit_pairsDiffClassUSomeClusterV_c =</div><div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;    aimatchmatrix_confusion.<a class="code" href="classsm_1_1_confusion_matching_matrix.html#a41509cbd4bd3f57b64b634eca980dd08">getDiffClassUSomeClusterV</a>();</div><div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;  T_INSTANCES_CLUSTER_K lit_pairsSameClassUDiffClusterV_b =</div><div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;    aimatchmatrix_confusion.<a class="code" href="classsm_1_1_confusion_matching_matrix.html#a0702e68751487b010d378e92a90448c6">getSomeClassUDiffClusterV</a>();</div><div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;        </div><div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;  <span class="keywordflow">return</span>  ( (lit_pairsSomeClassUSomeClusterV_a + lit_pairsSameClassUDiffClusterV_b +</div><div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;             lit_pairsDiffClassUSomeClusterV_c) != 0 )? </div><div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;    (2. * T_METRIC(lit_pairsSomeClassUSomeClusterV_a)) /</div><div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;    (T_METRIC</div><div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;     (2*lit_pairsSomeClassUSomeClusterV_a+</div><div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;      lit_pairsSameClassUDiffClusterV_b+ lit_pairsDiffClassUSomeClusterV_c))</div><div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;    :<a class="code" href="supervised__measures_8hpp.html#ade5ae824320090864fc6b785fd7df91a">measuare_undefRandIndex</a>(T_METRIC);</div><div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;}</div><div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;</div><div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;</div><div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;    </div><div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_METRIC,</div><div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K</div><div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;           &gt;</div><div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;T_METRIC</div><div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;<a class="code" href="namespacesm.html#a3d0a9aeca5eb4257cb56daf6f3b4c15b">purity</a></div><div class="line"><a name="l00285"></a><span class="lineno"><a class="line" href="namespacesm.html#a3d0a9aeca5eb4257cb56daf6f3b4c15b">  285</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classsm_1_1_confusion_matching_matrix.html">ConfusionMatchingMatrix&lt;T_INSTANCES_CLUSTER_K&gt;</a>  &amp;aimatchmatrix_confusion)</div><div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;{</div><div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::purity&quot;</span>;</div><div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\naimatchmatrix_confusion[&quot;</span> &lt;&lt; &amp;aimatchmatrix_confusion &lt;&lt; <span class="charliteral">&#39;]&#39;</span> </div><div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;  }</div><div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;  </div><div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;  T_METRIC                lort_purity;</div><div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;  T_INSTANCES_CLUSTER_K   lit_numObjetosMax;</div><div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;  T_INSTANCES_CLUSTER_K   lit_numObjetos;</div><div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;  <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>                 list_numClassV;</div><div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;  <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>                 list_numClassU;</div><div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;</div><div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;  list_numClassV  = aimatchmatrix_confusion.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>()-1;</div><div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;  list_numClassU  = aimatchmatrix_confusion.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>()-1;</div><div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;  lit_numObjetos  = aimatchmatrix_confusion(list_numClassV,list_numClassU);</div><div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;</div><div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;  <span class="comment">//lort_purity = T_METRIC(0);</span></div><div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;  lit_numObjetosMax = 0;</div><div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;  <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> li_j = 0; li_j &lt; list_numClassU; li_j++) {</div><div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;    T_INSTANCES_CLUSTER_K linstclusterK_max = aimatchmatrix_confusion(0,li_j);</div><div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;    <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_i = 1; lui_i &lt; list_numClassV; lui_i++) {</div><div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;      <span class="keywordflow">if</span> ( linstclusterK_max &lt; aimatchmatrix_confusion(lui_i,li_j) )</div><div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;        linstclusterK_max = aimatchmatrix_confusion(lui_i,li_j);</div><div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;    }</div><div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;    lit_numObjetosMax += linstclusterK_max;</div><div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;  }</div><div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;</div><div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;  lort_purity = (lit_numObjetos!=0)?T_METRIC(lit_numObjetosMax) / T_METRIC( lit_numObjetos )</div><div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;    :<a class="code" href="unsupervised__measures_8hpp.html#a7bda07bb05b4fe8e68183efbda902d27">measuare_undefPurity</a>(T_METRIC);</div><div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;</div><div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\tlit_numObjetosMax = &quot;</span> &lt;&lt; lit_numObjetosMax </div><div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\tlort_purity = &quot;</span> &lt;&lt; lort_purity </div><div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;  }</div><div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;  </div><div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;  <span class="keywordflow">return</span> lort_purity;</div><div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;}</div><div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;</div><div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;} <span class="comment">/*END namespace sm clustering measure*/</span></div><div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;</div><div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*UNSUPERVISED_MEASURE_HPP*/</span><span class="preprocessor"></span></div><div class="ttc" id="classsm_1_1_confusion_matching_matrix_html_aefb2e14fcdfddada038a3f19f0156276"><div class="ttname"><a href="classsm_1_1_confusion_matching_matrix.html#aefb2e14fcdfddada038a3f19f0156276">sm::ConfusionMatchingMatrix::getDiffClassUDiffClusterV</a></div><div class="ttdeci">virtual const T_INSTANCES_CLUSTER_K getDiffClassUDiffClusterV() const</div><div class="ttdef"><b>Definition:</b> <a href="matching__matrix_8hpp_source.html#l00643">matching_matrix.hpp:643</a></div></div>
<div class="ttc" id="namespacesm_html_a96e05db1128bc7c5f6235ef62aec9cf8"><div class="ttname"><a href="namespacesm.html#a96e05db1128bc7c5f6235ef62aec9cf8">sm::fmeasure</a></div><div class="ttdeci">T_METRIC fmeasure(const ConfusionMatchingMatrix&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aimatchmatrix_confusion)</div><div class="ttdef"><b>Definition:</b> <a href="supervised__measures_8hpp_source.html#l00255">supervised_measures.hpp:255</a></div></div>
<div class="ttc" id="namespacesm_html_aee679facae8c9b98204eb941a0203cbf"><div class="ttname"><a href="namespacesm.html#aee679facae8c9b98204eb941a0203cbf">sm::randIndex</a></div><div class="ttdeci">T_METRIC randIndex(const ConfusionMatchingMatrix&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aimatchmatrix_confusion)</div><div class="ttdef"><b>Definition:</b> <a href="supervised__measures_8hpp_source.html#l00053">supervised_measures.hpp:53</a></div></div>
<div class="ttc" id="namespacesm_html_a53c56879bb9aa46ceadd6f112b575d0f"><div class="ttname"><a href="namespacesm.html#a53c56879bb9aa46ceadd6f112b575d0f">sm::partialRandIndex</a></div><div class="ttdeci">std::vector&lt; T_METRIC &gt; partialRandIndex(const ConfusionMatchingMatrix&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aimatchmatrix_confusion)</div><div class="ttdef"><b>Definition:</b> <a href="supervised__measures_8hpp_source.html#l00101">supervised_measures.hpp:101</a></div></div>
<div class="ttc" id="classsm_1_1_confusion_matching_matrix_html_ad1eb28e719bab5566cc56aa2a094ffa1"><div class="ttname"><a href="classsm_1_1_confusion_matching_matrix.html#ad1eb28e719bab5566cc56aa2a094ffa1">sm::ConfusionMatchingMatrix::getSomeClassUSomeClusterV</a></div><div class="ttdeci">virtual const T_INSTANCES_CLUSTER_K getSomeClassUSomeClusterV() const</div><div class="ttdef"><b>Definition:</b> <a href="matching__matrix_8hpp_source.html#l00626">matching_matrix.hpp:626</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_base_html_ac500eedd5e203327d3292f8ab22d8f3e"><div class="ttname"><a href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">mat::MatrixBase&lt; T_INSTANCES_CLUSTER_K &gt;::getNumRows</a></div><div class="ttdeci">const uintidx getNumRows() const</div><div class="ttdef"><b>Definition:</b> <a href="matrix__base_8hpp_source.html#l00076">matrix_base.hpp:76</a></div></div>
<div class="ttc" id="classsm_1_1_partition_matrix_html_a44dc24e09318534ce4f8dab5ccae531f"><div class="ttname"><a href="classsm_1_1_partition_matrix.html#a44dc24e09318534ce4f8dab5ccae531f">sm::PartitionMatrix::getNumObjetos</a></div><div class="ttdeci">const T_INSTANCES_CLUSTER_K getNumObjetos() const</div><div class="ttdef"><b>Definition:</b> <a href="matching__matrix_8hpp_source.html#l00114">matching_matrix.hpp:114</a></div></div>
<div class="ttc" id="common_8hpp_html_a3f6c33fb604556cdc425e7aa2289d009"><div class="ttname"><a href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a></div><div class="ttdeci">uint32_t uintidx</div><div class="ttdef"><b>Definition:</b> <a href="common_8hpp_source.html#l00020">common.hpp:20</a></div></div>
<div class="ttc" id="supervised__measures_8hpp_html_ade5ae824320090864fc6b785fd7df91a"><div class="ttname"><a href="supervised__measures_8hpp.html#ade5ae824320090864fc6b785fd7df91a">measuare_undefRandIndex</a></div><div class="ttdeci">#define measuare_undefRandIndex(T_METRIC)</div><div class="ttdef"><b>Definition:</b> <a href="supervised__measures_8hpp_source.html#l00030">supervised_measures.hpp:30</a></div></div>
<div class="ttc" id="unsupervised__measures_8hpp_html_a7bda07bb05b4fe8e68183efbda902d27"><div class="ttname"><a href="unsupervised__measures_8hpp.html#a7bda07bb05b4fe8e68183efbda902d27">measuare_undefPurity</a></div><div class="ttdeci">#define measuare_undefPurity(T_METRIC)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00063">unsupervised_measures.hpp:63</a></div></div>
<div class="ttc" id="classsm_1_1_partition_matrix_html_afcc74efe1a159d38a8d373245012520b"><div class="ttname"><a href="classsm_1_1_partition_matrix.html#afcc74efe1a159d38a8d373245012520b">sm::PartitionMatrix::getIdxMaximum</a></div><div class="ttdeci">std::vector&lt; uintidx &gt; getIdxMaximum() const</div><div class="ttdef"><b>Definition:</b> <a href="matching__matrix_8hpp_source.html#l00149">matching_matrix.hpp:149</a></div></div>
<div class="ttc" id="classsm_1_1_confusion_matching_matrix_html_a0702e68751487b010d378e92a90448c6"><div class="ttname"><a href="classsm_1_1_confusion_matching_matrix.html#a0702e68751487b010d378e92a90448c6">sm::ConfusionMatchingMatrix::getSomeClassUDiffClusterV</a></div><div class="ttdeci">virtual const T_INSTANCES_CLUSTER_K getSomeClassUDiffClusterV() const</div><div class="ttdef"><b>Definition:</b> <a href="matching__matrix_8hpp_source.html#l00703">matching_matrix.hpp:703</a></div></div>
<div class="ttc" id="namespaceinout_html_a58988b65e7b78cbd7c509518c7baff7e"><div class="ttname"><a href="namespaceinout.html#a58988b65e7b78cbd7c509518c7baff7e">inout::li_i</a></div><div class="ttdeci">uintidx li_i</div><div class="ttdef"><b>Definition:</b> <a href="inparamclustering__getparameter_8hpp_source.html#l00503">inparamclustering_getparameter.hpp:503</a></div></div>
<div class="ttc" id="namespacesm_html_a3d0a9aeca5eb4257cb56daf6f3b4c15b"><div class="ttname"><a href="namespacesm.html#a3d0a9aeca5eb4257cb56daf6f3b4c15b">sm::purity</a></div><div class="ttdeci">T_METRIC purity(const ConfusionMatchingMatrix&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aimatchmatrix_confusion)</div><div class="ttdef"><b>Definition:</b> <a href="supervised__measures_8hpp_source.html#l00285">supervised_measures.hpp:285</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_base_html_a70200414022ce1479b9ddc16102b12ae"><div class="ttname"><a href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">mat::MatrixBase&lt; T_INSTANCES_CLUSTER_K &gt;::getNumColumns</a></div><div class="ttdeci">const uintidx getNumColumns() const</div><div class="ttdef"><b>Definition:</b> <a href="matrix__base_8hpp_source.html#l00081">matrix_base.hpp:81</a></div></div>
<div class="ttc" id="namespaceinout_html_a0c10a45877a347dec0d4ec4e5b05b828"><div class="ttname"><a href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="ttdeci">void containerprint(INPUT_ITERATOR iterator_first, INPUT_ITERATOR iterator_last, std::ostream &amp;os=std::cout, const char *aipc_label=&quot;&quot;, const char aic_delimCoef=',')</div><div class="ttdef"><b>Definition:</b> <a href="container__out_8hpp_source.html#l00050">container_out.hpp:50</a></div></div>
<div class="ttc" id="namespacesm_html_ae2da74bec1cbe0d0471c2e6583d6f2d4"><div class="ttname"><a href="namespacesm.html#ae2da74bec1cbe0d0471c2e6583d6f2d4">sm::jaccardIndex</a></div><div class="ttdeci">T_METRIC jaccardIndex(const ConfusionMatchingMatrix&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aimatchmatrix_confusion)</div><div class="ttdef"><b>Definition:</b> <a href="supervised__measures_8hpp_source.html#l00193">supervised_measures.hpp:193</a></div></div>
<div class="ttc" id="classsm_1_1_confusion_matching_matrix_html_a41509cbd4bd3f57b64b634eca980dd08"><div class="ttname"><a href="classsm_1_1_confusion_matching_matrix.html#a41509cbd4bd3f57b64b634eca980dd08">sm::ConfusionMatchingMatrix::getDiffClassUSomeClusterV</a></div><div class="ttdeci">virtual const T_INSTANCES_CLUSTER_K getDiffClassUSomeClusterV() const</div><div class="ttdef"><b>Definition:</b> <a href="matching__matrix_8hpp_source.html#l00691">matching_matrix.hpp:691</a></div></div>
<div class="ttc" id="classsm_1_1_confusion_matching_matrix_html"><div class="ttname"><a href="classsm_1_1_confusion_matching_matrix.html">sm::ConfusionMatchingMatrix</a></div><div class="ttdoc">Confusion Matching Matrix also known as an error matrix, is a specific table layout that allows visua...</div><div class="ttdef"><b>Definition:</b> <a href="matching__matrix_8hpp_source.html#l00608">matching_matrix.hpp:608</a></div></div>
<div class="ttc" id="namespacesm_html_ab9aceb38d5bcf49ab66bea832ab7a5bb"><div class="ttname"><a href="namespacesm.html#ab9aceb38d5bcf49ab66bea832ab7a5bb">sm::recall</a></div><div class="ttdeci">T_METRIC recall(const ConfusionMatchingMatrix&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aimatchmatrix_confusion)</div><div class="ttdef"><b>Definition:</b> <a href="supervised__measures_8hpp_source.html#l00236">supervised_measures.hpp:236</a></div></div>
<div class="ttc" id="verbose__global_8hpp_html"><div class="ttname"><a href="verbose__global_8hpp.html">verbose_global.hpp</a></div><div class="ttdoc">verbose global</div></div>
<div class="ttc" id="namespacesm_html"><div class="ttname"><a href="namespacesm.html">sm</a></div><div class="ttdoc">Supervised measures.</div></div>
<div class="ttc" id="namespacesm_html_a410610e7f4104e3b0a89add285a21b47"><div class="ttname"><a href="namespacesm.html#a410610e7f4104e3b0a89add285a21b47">sm::precision</a></div><div class="ttdeci">T_METRIC precision(const ConfusionMatchingMatrix&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aimatchmatrix_confusion)</div><div class="ttdef"><b>Definition:</b> <a href="supervised__measures_8hpp_source.html#l00215">supervised_measures.hpp:215</a></div></div>
<div class="ttc" id="matching__matrix_8hpp_html"><div class="ttname"><a href="matching__matrix_8hpp.html">matching_matrix.hpp</a></div><div class="ttdoc">matching matrix</div></div>
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